Overview

Brought to you by YData

Dataset statistics

Number of variables	27
Number of observations	101693
Missing cells	316888
Missing cells (%)	11.5%
Duplicate rows	1097
Duplicate rows (%)	1.1%
Total size in memory	20.9 MiB
Average record size in memory	216.0 B

Variable types

Categorical	5
Text	2
Numeric	20

Alerts

`Crawled_date` has constant value "2024.12.5"	Constant
Dataset has 1097 (1.1%) duplicate rows	Duplicates
`Average_Rating` is highly overall correlated with `Hotel_Name` and 6 other fields	High correlation
`FOG Index` is highly overall correlated with `Flesch Reading Ease`	High correlation
`Flesch Reading Ease` is highly overall correlated with `FOG Index`	High correlation
`Hotel_Name` is highly overall correlated with `Average_Rating` and 8 other fields	High correlation
`Num_of_Ratings` is highly overall correlated with `Hotel_Name` and 1 other fields	High correlation
`Rating` is highly overall correlated with `valence`	High correlation
`breadth` is highly overall correlated with `depth` and 1 other fields	High correlation
`cleanliness_score` is highly overall correlated with `Average_Rating` and 6 other fields	High correlation
`comfort_score` is highly overall correlated with `Average_Rating` and 5 other fields	High correlation
`depth` is highly overall correlated with `breadth`	High correlation
`employee_friendliness_score` is highly overall correlated with `Average_Rating` and 5 other fields	High correlation
`facility_score` is highly overall correlated with `Average_Rating` and 6 other fields	High correlation
`hotel_grade` is highly overall correlated with `Average_Rating` and 4 other fields	High correlation
`location_score` is highly overall correlated with `Hotel_Name`	High correlation
`sentiment_score_discrete` is highly overall correlated with `valence`	High correlation
`text_length` is highly overall correlated with `breadth`	High correlation
`valence` is highly overall correlated with `Rating` and 1 other fields	High correlation
`value_for_money_score` is highly overall correlated with `Average_Rating` and 5 other fields	High correlation
`is_photo` is highly imbalanced (71.3%)	Imbalance
`Hotel_Name` has 12188 (12.0%) missing values	Missing
`Review_Text` has 12188 (12.0%) missing values	Missing
`Rating` has 12188 (12.0%) missing values	Missing
`Average_Rating` has 12188 (12.0%) missing values	Missing
`Num_of_Ratings` has 12188 (12.0%) missing values	Missing
`Helpfulness` has 12188 (12.0%) missing values	Missing
`is_photo` has 12188 (12.0%) missing values	Missing
`review_title` has 12188 (12.0%) missing values	Missing
`hotel_grade` has 12188 (12.0%) missing values	Missing
`employee_friendliness_score` has 12188 (12.0%) missing values	Missing
`facility_score` has 12188 (12.0%) missing values	Missing
`cleanliness_score` has 12188 (12.0%) missing values	Missing
`comfort_score` has 12188 (12.0%) missing values	Missing
`value_for_money_score` has 12188 (12.0%) missing values	Missing
`location_score` has 12188 (12.0%) missing values	Missing
`Crawled_date` has 12188 (12.0%) missing values	Missing
`title_length` has 12188 (12.0%) missing values	Missing
`text_length` has 12188 (12.0%) missing values	Missing
`Deviation of star ratings` has 12188 (12.0%) missing values	Missing
`FOG Index` has 12188 (12.0%) missing values	Missing
`Flesch Reading Ease` has 12188 (12.0%) missing values	Missing
`depth` has 12188 (12.0%) missing values	Missing
`breadth` has 12188 (12.0%) missing values	Missing
`valence` has 12188 (12.0%) missing values	Missing
`sentiment_score_discrete` has 12188 (12.0%) missing values	Missing
`arousal` has 12188 (12.0%) missing values	Missing
`Helpfulness` has 81272 (79.9%) zeros	Zeros
`Deviation of star ratings` has 2451 (2.4%) zeros	Zeros

Reproduction

Analysis started	2025-02-06 04:41:25.434328
Analysis finished	2025-02-06 04:41:48.099655
Duration	22.67 seconds
Software version	ydata-profiling vv4.12.2
Download configuration	config.json

Hotel_Name
Categorical

High correlation Missing

Distinct	33
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Memory size	794.6 KiB

thistletower	4646
lancaster-gate	4637
zedwell-trocaderor	4632
stgileshotel	4621
z-trafalgar	4392
Other values (28)	66577

Length

Max length	35
Median length	22
Mean length	15.818826
Min length	3

Characters and Unicode

Total characters	1415864
Distinct characters	26
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	studios2let
2nd row	studios2let
3rd row	studios2let
4th row	studios2let
5th row	studios2let

Common Values

Value	Count	Frequency (%)
thistletower	4646	4.6%
lancaster-gate	4637	4.6%
zedwell-trocaderor	4632	4.6%
stgileshotel	4621	4.5%
z-trafalgar	4392	4.3%
nyx-hotel-london-by-leonardo-hotels	3567	3.5%
radissonblugrafton	3472	3.4%
sidneyhotel	3316	3.3%
studios2let	3294	3.2%
montcalm-chilworth-townhouse	3134	3.1%
Other values (23)	49794	49.0%
(Missing)	12188	12.0%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
thistletower	4646	5.2%
lancaster-gate	4637	5.2%
zedwell-trocaderor	4632	5.2%
stgileshotel	4621	5.2%
z-trafalgar	4392	4.9%
nyx-hotel-london-by-leonardo-hotels	3567	4.0%
radissonblugrafton	3472	3.9%
sidneyhotel	3316	3.7%
studios2let	3294	3.7%
montcalm-chilworth-townhouse	3134	3.5%
Other values (23)	49794	55.6%

Most occurring characters

Value	Count	Frequency (%)
e	152385	10.8%
t	144243	10.2%
o	143989	10.2%
l	125444	8.9%
a	104620	7.4%
r	99022	7.0%
n	85007	6.0%
s	79298	5.6%
-	71310	5.0%
h	63778	4.5%
Other values (16)	346768	24.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1415864	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	152385	10.8%
t	144243	10.2%
o	143989	10.2%
l	125444	8.9%
a	104620	7.4%
r	99022	7.0%
n	85007	6.0%
s	79298	5.6%
-	71310	5.0%
h	63778	4.5%
Other values (16)	346768	24.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1415864	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	152385	10.8%
t	144243	10.2%
o	143989	10.2%
l	125444	8.9%
a	104620	7.4%
r	99022	7.0%
n	85007	6.0%
s	79298	5.6%
-	71310	5.0%
h	63778	4.5%
Other values (16)	346768	24.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1415864	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	152385	10.8%
t	144243	10.2%
o	143989	10.2%
l	125444	8.9%
a	104620	7.4%
r	99022	7.0%
n	85007	6.0%
s	79298	5.6%
-	71310	5.0%
h	63778	4.5%
Other values (16)	346768	24.5%

Review_Text
Text

Missing

Distinct	89400
Distinct (%)	99.9%
Missing	12188
Missing (%)	12.0%
Memory size	794.6 KiB

Length

Max length	3585
Median length	1846
Mean length	206.28943
Min length	1

Characters and Unicode

Total characters	18463935
Distinct characters	76
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	89390 ?
Unique (%)	99.9%

Sample

1st row	Perfect location with good connections and shops and pubs
2nd row	The room had everything you needed. Near to amenities, was good room for price just needs little updatingThe bed was so hard it felt like sleeping on a hard floor, you had to make sure you had something on your feet as flooring pinched you feet needs changing
3rd row	Conveniently nearby St. Pancras, very small but clean and pleasant room (first floor with small balcony to street side). Interesting area.Luggage service can be improved by offering to lock luggage up instead of it just being put into the hall with all risks on the guests.
4th row	Reception staffed 24 hours a day.All good.
5th row	Very convenient to Kings Cross and the cityA little dated could do with a lick of paint

Value	Count	Frequency (%)
the	179806	5.5%
and	125523	3.9%
was	105549	3.3%
to	80893	2.5%
a	76820	2.4%
room	60728	1.9%
in	52097	1.6%
very	46505	1.4%
for	42663	1.3%
location	41964	1.3%
Other values (73889)	2433833	75.0%

Most occurring characters

Value	Count	Frequency (%)
	3161558	17.1%
e	1736815	9.4%
o	1346144	7.3%
t	1302435	7.1%
a	1262850	6.8%
n	971249	5.3%
r	884211	4.8%
i	870945	4.7%
s	818224	4.4%
l	704584	3.8%
Other values (66)	5404920	29.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	18463935	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	3161558	17.1%
e	1736815	9.4%
o	1346144	7.3%
t	1302435	7.1%
a	1262850	6.8%
n	971249	5.3%
r	884211	4.8%
i	870945	4.7%
s	818224	4.4%
l	704584	3.8%
Other values (66)	5404920	29.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	18463935	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	3161558	17.1%
e	1736815	9.4%
o	1346144	7.3%
t	1302435	7.1%
a	1262850	6.8%
n	971249	5.3%
r	884211	4.8%
i	870945	4.7%
s	818224	4.4%
l	704584	3.8%
Other values (66)	5404920	29.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	18463935	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	3161558	17.1%
e	1736815	9.4%
o	1346144	7.3%
t	1302435	7.1%
a	1262850	6.8%
n	971249	5.3%
r	884211	4.8%
i	870945	4.7%
s	818224	4.4%
l	704584	3.8%
Other values (66)	5404920	29.3%

Rating
Real number (ℝ)

High correlation Missing

Distinct	24
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.714235

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	7
median	8
Q3	9
95-th percentile	10
Maximum	10
Range	9
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.9163799
Coefficient of variation (CV)	0.24842125
Kurtosis	1.9857144
Mean	7.714235
Median Absolute Deviation (MAD)	1
Skewness	-1.2857857
Sum	690462.6
Variance	3.672512
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
8	26129	25.7%
9	16479	16.2%
10	15234	15.0%
7	14990	14.7%
6	6451	6.3%
5	3941	3.9%
4	2183	2.1%
3	1656	1.6%
1	1573	1.5%
2	799	0.8%
Other values (14)	70	0.1%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
1	1573	1.5%
2	799	0.8%
2.5	1	< 0.1%
2.9	1	< 0.1%
3	1656	1.6%
4	2183	2.1%
4.6	1	< 0.1%
5	3941	3.9%
5.4	2	< 0.1%
5.8	1	< 0.1%

Value	Count	Frequency (%)
10	15234	15.0%
9.6	15	< 0.1%
9.2	12	< 0.1%
9	16479	16.2%
8.8	7	< 0.1%
8.3	7	< 0.1%
8	26129	25.7%
7.9	7	< 0.1%
7.5	5	< 0.1%
7.1	3	< 0.1%

Average_Rating
Real number (ℝ)

High correlation Missing

Distinct	15
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.8322563

Minimum	7
Maximum	8.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	7
5-th percentile	7
Q1	7.6
median	7.7
Q3	8.1
95-th percentile	8.6
Maximum	8.7
Range	1.7
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.42988557
Coefficient of variation (CV)	0.054886556
Kurtosis	-0.37402998
Mean	7.8322563
Median Absolute Deviation (MAD)	0.2
Skewness	0.068699345
Sum	701026.1
Variance	0.1848016
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
7.7	21807	21.4%
7.8	8749	8.6%
8.4	7959	7.8%
7.9	7510	7.4%
7.4	7313	7.2%
7	6497	6.4%
8.3	5300	5.2%
7.6	5222	5.1%
8.6	4480	4.4%
8	4100	4.0%
Other values (5)	10568	10.4%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
7	6497	6.4%
7.1	1907	1.9%
7.4	7313	7.2%
7.5	2065	2.0%
7.6	5222	5.1%
7.7	21807	21.4%
7.8	8749	8.6%
7.9	7510	7.4%
8	4100	4.0%
8.1	2409	2.4%

Value	Count	Frequency (%)
8.7	2423	2.4%
8.6	4480	4.4%
8.4	7959	7.8%
8.3	5300	5.2%
8.2	1764	1.7%
8.1	2409	2.4%
8	4100	4.0%
7.9	7510	7.4%
7.8	8749	8.6%
7.7	21807	21.4%

Num_of_Ratings
Real number (ℝ)

High correlation Missing

Distinct	33
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	11821.248

Minimum	5613
Maximum	39497
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	5613
5-th percentile	5898
Q1	6664
median	9394
Q3	13923
95-th percentile	39497
Maximum	39497
Range	33884
Interquartile range (IQR)	7259

Descriptive statistics

Standard deviation	7556.399
Coefficient of variation (CV)	0.63922176
Kurtosis	6.5265364
Mean	11821.248
Median Absolute Deviation (MAD)	3059
Skewness	2.5057259
Sum	1.0580608 × 10⁹
Variance	57099167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=33)

Value	Count	Frequency (%)
20956	4646	4.6%
14445	4637	4.6%
39497	4632	4.6%
14989	4621	4.5%
13923	4392	4.3%
9394	3567	3.5%
9315	3472	3.4%
12641	3316	3.3%
11670	3294	3.2%
9205	3134	3.1%
Other values (23)	49794	49.0%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
5613	1780	1.8%
5715	1836	1.8%
5898	1764	1.7%
5932	2135	2.1%
5933	2256	2.2%
6120	1928	1.9%
6248	1619	1.6%
6277	2297	2.3%
6335	2002	2.0%
6404	1876	1.8%

Value	Count	Frequency (%)
39497	4632	4.6%
20956	4646	4.6%
15320	2681	2.6%
14989	4621	4.5%
14445	4637	4.6%
13923	4392	4.3%
12641	3316	3.3%
12340	2795	2.7%
11670	3294	3.2%
11045	2644	2.6%

Helpfulness
Real number (ℝ)

Missing Zeros

Distinct	11
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.10799397

Minimum	0
Maximum	14
Zeros	81272
Zeros (%)	79.9%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	14
Range	14
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.37722244
Coefficient of variation (CV)	3.4929955
Kurtosis	60.928616
Mean	0.10799397
Median Absolute Deviation (MAD)	0
Skewness	5.3359025
Sum	9666
Variance	0.14229677
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	81272	79.9%
1	7145	7.0%
2	870	0.9%
3	152	0.1%
4	36	< 0.1%
5	18	< 0.1%
6	7	< 0.1%
10	2	< 0.1%
7	1	< 0.1%
14	1	< 0.1%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
0	81272	79.9%
1	7145	7.0%
2	870	0.9%
3	152	0.1%
4	36	< 0.1%
5	18	< 0.1%
6	7	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
10	2	< 0.1%

Value	Count	Frequency (%)
14	1	< 0.1%
10	2	< 0.1%
8	1	< 0.1%
7	1	< 0.1%
6	7	< 0.1%
5	18	< 0.1%
4	36	< 0.1%
3	152	0.1%
2	870	0.9%
1	7145	7.0%

is_photo
Categorical

Imbalance Missing

Distinct	2
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Memory size	794.6 KiB

0.0	85009
1.0	4496

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	268515
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	85009	83.6%
1.0	4496	4.4%
(Missing)	12188	12.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	85009	95.0%
1.0	4496	5.0%

Most occurring characters

Value	Count	Frequency (%)
0	174514	65.0%
.	89505	33.3%
1	4496	1.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	268515	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	174514	65.0%
.	89505	33.3%
1	4496	1.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	268515	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	174514	65.0%
.	89505	33.3%
1	4496	1.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	268515	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	174514	65.0%
.	89505	33.3%
1	4496	1.7%

review_title
Text

Missing

Distinct	49587
Distinct (%)	55.4%
Missing	12188
Missing (%)	12.0%
Memory size	794.6 KiB

Length

Max length	120
Median length	105
Mean length	29.704452
Min length	1

Characters and Unicode

Total characters	2658697
Distinct characters	74
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	47408 ?
Unique (%)	53.0%

Sample

1st row	Exceptional
2nd row	Very good
3rd row	Convenient location
4th row	Peaceful position in an elegant street close to 3 major stations and the Bloomsbury area.
5th row	Great little gem in the city centre

Value	Count	Frequency (%)
good	24888	5.4%
location	16216	3.5%
and	15769	3.4%
very	15704	3.4%
great	14151	3.1%
stay	13439	2.9%
a	12645	2.8%
for	11823	2.6%
the	11114	2.4%
hotel	10705	2.3%
Other values (10152)	310781	68.0%

Most occurring characters

Value	Count	Frequency (%)
	369116	13.9%
e	248608	9.4%
o	234573	8.8%
a	197436	7.4%
t	191721	7.2%
n	149773	5.6%
l	128794	4.8%
r	127999	4.8%
i	122653	4.6%
s	92039	3.5%
Other values (64)	795985	29.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2658697	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	369116	13.9%
e	248608	9.4%
o	234573	8.8%
a	197436	7.4%
t	191721	7.2%
n	149773	5.6%
l	128794	4.8%
r	127999	4.8%
i	122653	4.6%
s	92039	3.5%
Other values (64)	795985	29.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2658697	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	369116	13.9%
e	248608	9.4%
o	234573	8.8%
a	197436	7.4%
t	191721	7.2%
n	149773	5.6%
l	128794	4.8%
r	127999	4.8%
i	122653	4.6%
s	92039	3.5%
Other values (64)	795985	29.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2658697	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	369116	13.9%
e	248608	9.4%
o	234573	8.8%
a	197436	7.4%
t	191721	7.2%
n	149773	5.6%
l	128794	4.8%
r	127999	4.8%
i	122653	4.6%
s	92039	3.5%
Other values (64)	795985	29.9%

hotel_grade
Categorical

High correlation Missing

Distinct	5
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Memory size	794.6 KiB

4.0	39990
3.0	36148
5.0	6701
0.0	4632
2.0	2034

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	268515
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	3.0
2nd row	3.0
3rd row	3.0
4th row	3.0
5th row	3.0

Common Values

Value	Count	Frequency (%)
4.0	39990	39.3%
3.0	36148	35.5%
5.0	6701	6.6%
0.0	4632	4.6%
2.0	2034	2.0%
(Missing)	12188	12.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	39990	44.7%
3.0	36148	40.4%
5.0	6701	7.5%
0.0	4632	5.2%
2.0	2034	2.3%

Most occurring characters

Value	Count	Frequency (%)
0	94137	35.1%
.	89505	33.3%
4	39990	14.9%
3	36148	13.5%
5	6701	2.5%
2	2034	0.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	268515	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	94137	35.1%
.	89505	33.3%
4	39990	14.9%
3	36148	13.5%
5	6701	2.5%
2	2034	0.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	268515	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	94137	35.1%
.	89505	33.3%
4	39990	14.9%
3	36148	13.5%
5	6701	2.5%
2	2034	0.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	268515	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	94137	35.1%
.	89505	33.3%
4	39990	14.9%
3	36148	13.5%
5	6701	2.5%
2	2034	0.8%

employee_friendliness_score
Real number (ℝ)

High correlation Missing

Distinct	12
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.5347634

Minimum	7.5
Maximum	9.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	7.5
5-th percentile	8
Q1	8.3
median	8.6
Q3	8.7
95-th percentile	9.1
Maximum	9.1
Range	1.6
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.36889506
Coefficient of variation (CV)	0.043222647
Kurtosis	0.69953941
Mean	8.5347634
Median Absolute Deviation (MAD)	0.2
Skewness	-0.7107023
Sum	763904
Variance	0.13608357
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=12)

Value	Count	Frequency (%)
8.7	18186	17.9%
8.6	13683	13.5%
8.1	9253	9.1%
8.4	8871	8.7%
9.1	8651	8.5%
8.5	6722	6.6%
9	6027	5.9%
8.3	5359	5.3%
8.8	4287	4.2%
7.5	3783	3.7%
Other values (2)	4683	4.6%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
7.5	3783	3.7%
8	2681	2.6%
8.1	9253	9.1%
8.2	2002	2.0%
8.3	5359	5.3%
8.4	8871	8.7%
8.5	6722	6.6%
8.6	13683	13.5%
8.7	18186	17.9%
8.8	4287	4.2%

Value	Count	Frequency (%)
9.1	8651	8.5%
9	6027	5.9%
8.8	4287	4.2%
8.7	18186	17.9%
8.6	13683	13.5%
8.5	6722	6.6%
8.4	8871	8.7%
8.3	5359	5.3%
8.2	2002	2.0%
8.1	9253	9.1%

facility_score
Real number (ℝ)

High correlation Missing

Distinct	17
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.8393822

Minimum	6.9
Maximum	8.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	6.9
5-th percentile	6.9
Q1	7.5
median	7.8
Q3	8.3
95-th percentile	8.7
Maximum	8.7
Range	1.8
Interquartile range (IQR)	0.8

Descriptive statistics

Standard deviation	0.50174873
Coefficient of variation (CV)	0.064003606
Kurtosis	-0.73232438
Mean	7.8393822
Median Absolute Deviation (MAD)	0.3
Skewness	0.074828239
Sum	701663.9
Variance	0.25175179
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=17)

Value	Count	Frequency (%)
7.8	12069	11.9%
7.5	11924	11.7%
7.6	8815	8.7%
8.7	8634	8.5%
6.9	6497	6.4%
8.3	5696	5.6%
8	5570	5.5%
7.2	4632	4.6%
8.4	4392	4.3%
7.7	3916	3.9%
Other values (7)	17360	17.1%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
6.9	6497	6.4%
7.2	4632	4.6%
7.3	1907	1.9%
7.4	2681	2.6%
7.5	11924	11.7%
7.6	8815	8.7%
7.7	3916	3.9%
7.8	12069	11.9%
7.9	2256	2.2%
8	5570	5.5%

Value	Count	Frequency (%)
8.7	8634	8.5%
8.6	1836	1.8%
8.5	2505	2.5%
8.4	4392	4.3%
8.3	5696	5.6%
8.2	2409	2.4%
8.1	3766	3.7%
8	5570	5.5%
7.9	2256	2.2%
7.8	12069	11.9%

cleanliness_score
Real number (ℝ)

High correlation Missing

Distinct	14
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.2468521

Minimum	7.3
Maximum	9.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	7.3
5-th percentile	7.3
Q1	8
median	8.2
Q3	8.7
95-th percentile	8.8
Maximum	9.1
Range	1.8
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.44250269
Coefficient of variation (CV)	0.053657163
Kurtosis	-0.33591991
Mean	8.2468521
Median Absolute Deviation (MAD)	0.3
Skewness	-0.17813145
Sum	738134.5
Variance	0.19580863
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
8.7	11852	11.7%
7.9	9854	9.7%
8.2	9297	9.1%
8.1	9000	8.9%
8.8	8716	8.6%
8	8484	8.3%
8.3	7670	7.5%
8.4	7286	7.2%
7.3	4621	4.5%
9.1	4259	4.2%
Other values (4)	8466	8.3%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
7.3	4621	4.5%
7.4	1876	1.8%
7.5	1907	1.9%
7.8	2681	2.6%
7.9	9854	9.7%
8	8484	8.3%
8.1	9000	8.9%
8.2	9297	9.1%
8.3	7670	7.5%
8.4	7286	7.2%

Value	Count	Frequency (%)
9.1	4259	4.2%
8.8	8716	8.6%
8.7	11852	11.7%
8.5	2002	2.0%
8.4	7286	7.2%
8.3	7670	7.5%
8.2	9297	9.1%
8.1	9000	8.9%
8	8484	8.3%
7.9	9854	9.7%

comfort_score
Real number (ℝ)

High correlation Missing

Distinct	16
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.2400223

Minimum	7.3
Maximum	9.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	7.3
5-th percentile	7.3
Q1	8
median	8.2
Q3	8.7
95-th percentile	8.9
Maximum	9.1
Range	1.8
Interquartile range (IQR)	0.7

Descriptive statistics

Standard deviation	0.46634394
Coefficient of variation (CV)	0.056594985
Kurtosis	-0.52072817
Mean	8.2400223
Median Absolute Deviation (MAD)	0.3
Skewness	-0.13031166
Sum	737523.2
Variance	0.21747667
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=16)

Value	Count	Frequency (%)
8	12779	12.6%
7.9	9378	9.2%
8.2	8674	8.5%
8.1	8445	8.3%
8.8	8201	8.1%
7.3	6497	6.4%
8.3	6450	6.3%
8.9	6211	6.1%
8.5	5236	5.1%
8.7	4392	4.3%
Other values (6)	13242	13.0%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
7.3	6497	6.4%
7.4	1907	1.9%
7.8	3294	3.2%
7.9	9378	9.2%
8	12779	12.6%
8.1	8445	8.3%
8.2	8674	8.5%
8.3	6450	6.3%
8.4	1780	1.8%
8.5	5236	5.1%

Value	Count	Frequency (%)
9.1	2423	2.4%
9	1836	1.8%
8.9	6211	6.1%
8.8	8201	8.1%
8.7	4392	4.3%
8.6	2002	2.0%
8.5	5236	5.1%
8.4	1780	1.8%
8.3	6450	6.3%
8.2	8674	8.5%

value_for_money_score
Real number (ℝ)

High correlation Missing

Distinct	11
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.7094911

Minimum	7
Maximum	8.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	7
5-th percentile	7
Q1	7.4
median	7.7
Q3	7.9
95-th percentile	8.2
Maximum	8.3
Range	1.3
Interquartile range (IQR)	0.5

Descriptive statistics

Standard deviation	0.32641101
Coefficient of variation (CV)	0.042338853
Kurtosis	-0.65862063
Mean	7.7094911
Median Absolute Deviation (MAD)	0.2
Skewness	-0.16088603
Sum	690038
Variance	0.10654415
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
7.9	20241	19.9%
7.4	13180	13.0%
7.5	10425	10.3%
7.7	8546	8.4%
8.1	7952	7.8%
7.6	7760	7.6%
7.3	4746	4.7%
7	4621	4.5%
8.2	4392	4.3%
8	4042	4.0%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
7	4621	4.5%
7.3	4746	4.7%
7.4	13180	13.0%
7.5	10425	10.3%
7.6	7760	7.6%
7.7	8546	8.4%
7.9	20241	19.9%
8	4042	4.0%
8.1	7952	7.8%
8.2	4392	4.3%

Value	Count	Frequency (%)
8.3	3600	3.5%
8.2	4392	4.3%
8.1	7952	7.8%
8	4042	4.0%
7.9	20241	19.9%
7.7	8546	8.4%
7.6	7760	7.6%
7.5	10425	10.3%
7.4	13180	13.0%
7.3	4746	4.7%

location_score
Real number (ℝ)

High correlation Missing

Distinct	11
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.1767086

Minimum	8.2
Maximum	9.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	8.2
5-th percentile	8.6
Q1	9
median	9.1
Q3	9.4
95-th percentile	9.6
Maximum	9.7
Range	1.5
Interquartile range (IQR)	0.4

Descriptive statistics

Standard deviation	0.31118887
Coefficient of variation (CV)	0.033910728
Kurtosis	0.54790958
Mean	9.1767086
Median Absolute Deviation (MAD)	0.2
Skewness	-0.53207634
Sum	821361.3
Variance	0.096838514
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
9.1	14059	13.8%
8.9	13828	13.6%
9	11122	10.9%
9.4	10530	10.4%
9.3	9270	9.1%
9.5	7290	7.2%
9.6	7055	6.9%
9.2	5657	5.6%
8.6	4395	4.3%
9.7	4392	4.3%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
8.2	1907	1.9%
8.6	4395	4.3%
8.9	13828	13.6%
9	11122	10.9%
9.1	14059	13.8%
9.2	5657	5.6%
9.3	9270	9.1%
9.4	10530	10.4%
9.5	7290	7.2%
9.6	7055	6.9%

Value	Count	Frequency (%)
9.7	4392	4.3%
9.6	7055	6.9%
9.5	7290	7.2%
9.4	10530	10.4%
9.3	9270	9.1%
9.2	5657	5.6%
9.1	14059	13.8%
9	11122	10.9%
8.9	13828	13.6%
8.6	4395	4.3%

Crawled_date
Categorical

Constant Missing

Distinct	1
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Memory size	794.6 KiB

2024.12.5	89505

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Characters and Unicode

Total characters	805545
Distinct characters	6
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2024.12.5
2nd row	2024.12.5
3rd row	2024.12.5
4th row	2024.12.5
5th row	2024.12.5

Common Values

Value	Count	Frequency (%)
2024.12.5	89505	88.0%
(Missing)	12188	12.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
2024.12.5	89505	100.0%

Most occurring characters

Value	Count	Frequency (%)
2	268515	33.3%
.	179010	22.2%
0	89505	11.1%
4	89505	11.1%
1	89505	11.1%
5	89505	11.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	805545	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
2	268515	33.3%
.	179010	22.2%
0	89505	11.1%
4	89505	11.1%
1	89505	11.1%
5	89505	11.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	805545	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
2	268515	33.3%
.	179010	22.2%
0	89505	11.1%
4	89505	11.1%
1	89505	11.1%
5	89505	11.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	805545	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
2	268515	33.3%
.	179010	22.2%
0	89505	11.1%
4	89505	11.1%
1	89505	11.1%
5	89505	11.1%

title_length
Real number (ℝ)

Missing

Distinct	29
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.1086308

Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	7
95-th percentile	15
Maximum	29
Range	28
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.8223059
Coefficient of variation (CV)	0.94395271
Kurtosis	2.0201067
Mean	5.1086308
Median Absolute Deviation (MAD)	2
Skewness	1.4957671
Sum	457248
Variance	23.254634
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
1	24998	24.6%
2	15310	15.1%
4	6308	6.2%
5	6208	6.1%
6	5843	5.7%
7	4767	4.7%
3	4654	4.6%
8	3866	3.8%
9	3116	3.1%
10	2491	2.4%
Other values (19)	11944	11.7%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
1	24998	24.6%
2	15310	15.1%
3	4654	4.6%
4	6308	6.2%
5	6208	6.1%
6	5843	5.7%
7	4767	4.7%
8	3866	3.8%
9	3116	3.1%
10	2491	2.4%

Value	Count	Frequency (%)
29	2	< 0.1%
28	6	< 0.1%
27	19	< 0.1%
26	33	< 0.1%
25	86	0.1%
24	171	0.2%
23	239	0.2%
22	284	0.3%
21	340	0.3%
20	419	0.4%

text_length
Real number (ℝ)

High correlation Missing

Distinct	408
Distinct (%)	0.5%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	36.369298

Minimum	1
Maximum	654
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	1
5-th percentile	4
Q1	11
median	23
Q3	47
95-th percentile	111
Maximum	654
Range	653
Interquartile range (IQR)	36

Descriptive statistics

Standard deviation	40.564263
Coefficient of variation (CV)	1.1153436
Kurtosis	16.986613
Mean	36.369298
Median Absolute Deviation (MAD)	15
Skewness	3.1966573
Sum	3255234
Variance	1645.4594
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6	2601	2.6%
5	2562	2.5%
9	2531	2.5%
7	2530	2.5%
8	2495	2.5%
10	2375	2.3%
4	2341	2.3%
11	2254	2.2%
12	2248	2.2%
14	2061	2.0%
Other values (398)	65507	64.4%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
1	603	0.6%
2	1263	1.2%
3	1844	1.8%
4	2341	2.3%
5	2562	2.5%
6	2601	2.6%
7	2530	2.5%
8	2495	2.5%
9	2531	2.5%
10	2375	2.3%

Value	Count	Frequency (%)
654	1	< 0.1%
568	1	< 0.1%
527	1	< 0.1%
510	1	< 0.1%
503	1	< 0.1%
493	1	< 0.1%
491	1	< 0.1%
470	1	< 0.1%
469	1	< 0.1%
468	1	< 0.1%

time_lapsed
Real number (ℝ)

Distinct	1101
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	543.49699

Minimum	0
Maximum	1100
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	0
5-th percentile	61
Q1	276
median	535
Q3	822
95-th percentile	1022
Maximum	1100
Range	1100
Interquartile range (IQR)	546

Descriptive statistics

Standard deviation	310.46021
Coefficient of variation (CV)	0.5712271
Kurtosis	-1.1744317
Mean	543.49699
Median Absolute Deviation (MAD)	274
Skewness	0.012226574
Sum	55269839
Variance	96385.539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
521	208	0.2%
514	204	0.2%
1011	190	0.2%
527	184	0.2%
885	184	0.2%
283	184	0.2%
1018	174	0.2%
913	174	0.2%
1004	172	0.2%
640	171	0.2%
Other values (1091)	99848	98.2%

Value	Count	Frequency (%)
0	1	< 0.1%
1	4	< 0.1%
2	36	< 0.1%
3	80	0.1%
4	76	0.1%
5	103	0.1%
6	108	0.1%
7	94	0.1%
8	66	0.1%
9	97	0.1%

Value	Count	Frequency (%)
1100	3	< 0.1%
1099	40	< 0.1%
1098	52	0.1%
1097	58	0.1%
1096	75	0.1%
1095	143	0.1%
1094	86	0.1%
1093	75	0.1%
1092	77	0.1%
1091	68	0.1%

Deviation of star ratings
Real number (ℝ)

Missing Zeros

Distinct	77
Distinct (%)	0.1%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.3441741

Minimum	0
Maximum	7.7
Zeros	2451
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0.1
Q1	0.4
median	1
Q3	1.8
95-th percentile	4
Maximum	7.7
Range	7.7
Interquartile range (IQR)	1.4

Descriptive statistics

Standard deviation	1.2904159
Coefficient of variation (CV)	0.96000655
Kurtosis	5.0862224
Mean	1.3441741
Median Absolute Deviation (MAD)	0.6
Skewness	2.0499369
Sum	120310.3
Variance	1.6651732
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3	8846	8.7%
0.6	7299	7.2%
0.4	7184	7.1%
1.3	5925	5.8%
0.7	5920	5.8%
1.4	4800	4.7%
1	3906	3.8%
0.2	3124	3.1%
1.6	3036	3.0%
0.1	2979	2.9%
Other values (67)	36486	35.9%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
0	2451	2.4%
0.1	2979	2.9%
0.2	3124	3.1%
0.3	8846	8.7%
0.4	7184	7.1%
0.5	894	0.9%
0.6	7299	7.2%
0.7	5920	5.8%
0.8	1892	1.9%
0.9	2017	2.0%

Value	Count	Frequency (%)
7.7	15	< 0.1%
7.6	16	< 0.1%
7.4	92	0.1%
7.3	52	0.1%
7.2	8	< 0.1%
7.1	66	0.1%
7	86	0.1%
6.9	113	0.1%
6.8	146	0.1%
6.7	437	0.4%

FOG Index
Real number (ℝ)

High correlation Missing

Distinct	1977
Distinct (%)	2.2%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.6674118

Minimum	0
Maximum	142.24
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2.8
Q1	6.61
median	8.51
Q3	11.6
95-th percentile	18.68
Maximum	142.24
Range	142.24
Interquartile range (IQR)	4.99

Descriptive statistics

Standard deviation	5.3495303
Coefficient of variation (CV)	0.55335704
Kurtosis	18.277331
Mean	9.6674118
Median Absolute Deviation (MAD)	2.43
Skewness	2.6388406
Sum	865281.69
Variance	28.617475
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.04	2075	2.0%
10	1943	1.9%
9.07	1532	1.5%
11.6	1457	1.4%
8.51	1441	1.4%
8.2	1408	1.4%
8	1167	1.1%
14.53	1009	1.0%
13.2	865	0.9%
8.13	802	0.8%
Other values (1967)	75806	74.5%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
0	4	< 0.1%
0.4	230	0.2%
0.8	421	0.4%
1	15	< 0.1%
1.08	1	< 0.1%
1.2	614	0.6%
1.32	7	< 0.1%
1.4	48	< 0.1%
1.48	14	< 0.1%
1.52	5	< 0.1%

Value	Count	Frequency (%)
142.24	1	< 0.1%
106.39	1	< 0.1%
104.98	1	< 0.1%
86.1	1	< 0.1%
84.97	1	< 0.1%
80.4	4	< 0.1%
74.51	1	< 0.1%
72.32	1	< 0.1%
66	1	< 0.1%
65.48	1	< 0.1%

Flesch Reading Ease
Real number (ℝ)

High correlation Missing

Distinct	2213
Distinct (%)	2.5%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	65.935566

Minimum	-555.59
Maximum	206.84
Zeros	0
Zeros (%)	0.0%
Negative	2352
Negative (%)	2.3%
Memory size	794.6 KiB

Quantile statistics

Minimum	-555.59
5-th percentile	22.07
Q1	57.61
median	71.82
Q3	81.29
95-th percentile	93.81
Maximum	206.84
Range	762.43
Interquartile range (IQR)	23.68

Descriptive statistics

Standard deviation	28.977276
Coefficient of variation (CV)	0.43947868
Kurtosis	36.546657
Mean	65.935566
Median Absolute Deviation (MAD)	10.99
Skewness	-4.1884291
Sum	5901562.8
Variance	839.6825
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68.77	761	0.7%
73.85	732	0.7%
79.26	727	0.7%
71.82	715	0.7%
81.29	703	0.7%
80.28	675	0.7%
56.93	671	0.7%
64.37	666	0.7%
78.25	642	0.6%
66.4	637	0.6%
Other values (2203)	82576	81.2%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
-555.59	1	< 0.1%
-470.99	2	< 0.1%
-386.39	4	< 0.1%
-301.79	39	< 0.1%
-265.85	1	< 0.1%
-260.5	1	< 0.1%
-219.22	1	< 0.1%
-218.2	4	< 0.1%
-217.19	98	0.1%
-177.93	1	< 0.1%

Value	Count	Frequency (%)
206.84	4	< 0.1%
121.22	99	0.1%
120.21	146	0.1%
119.19	149	0.1%
118.68	1	< 0.1%
118.18	116	0.1%
117.67	4	< 0.1%
117.16	102	0.1%
116.86	1	< 0.1%
116.65	6	< 0.1%

depth
Real number (ℝ)

High correlation Missing

Distinct	82867
Distinct (%)	92.6%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.54634223

Minimum	8.19 × 10^-18
Maximum	1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	8.19 × 10^-18
5-th percentile	0.13008598
Q1	0.43244792
median	0.5792621
Q3	0.69164552
95-th percentile	0.82170573
Maximum	1
Range	1
Interquartile range (IQR)	0.25919759

Descriptive statistics

Standard deviation	0.20551205
Coefficient of variation (CV)	0.37615992
Kurtosis	0.23724848
Mean	0.54634223
Median Absolute Deviation (MAD)	0.12705512
Skewness	-0.64161322
Sum	48900.361
Variance	0.042235201
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1130	1.1%
0.004922023	217	0.2%
9.75 × 10^-18	124	0.1%
2.02 × 10^-17	98	0.1%
0.040497352	93	0.1%
0.279730397	90	0.1%
0.19844654	80	0.1%
1.03 × 10^-17	78	0.1%
1.14 × 10^-17	77	0.1%
9.69 × 10^-18	67	0.1%
Other values (82857)	87451	86.0%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
8.19 × 10^-18	31	< 0.1%
9.69 × 10^-18	67	0.1%
9.75 × 10^-18	124	0.1%
9.89 × 10^-18	1	< 0.1%
1.03 × 10^-17	78	0.1%
1.04 × 10^-17	38	< 0.1%
1.14 × 10^-17	77	0.1%
1.15 × 10^-17	60	0.1%
1.3 × 10^-17	23	< 0.1%
1.42 × 10^-17	1	< 0.1%

Value	Count	Frequency (%)
1	1130	1.1%
0.971529661	1	< 0.1%
0.961864631	1	< 0.1%
0.961017149	1	< 0.1%
0.960951196	1	< 0.1%
0.960657503	1	< 0.1%
0.960475983	1	< 0.1%
0.958671232	1	< 0.1%
0.956416259	1	< 0.1%
0.956390049	1	< 0.1%

breadth
Real number (ℝ)

High correlation Missing

Distinct	82970
Distinct (%)	92.7%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.58197322

Minimum	0.032643992
Maximum	1.6701841
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	0.032643992
5-th percentile	0.2625099
Q1	0.41224664
median	0.54627955
Q3	0.71761788
95-th percentile	1.0427207
Maximum	1.6701841
Range	1.6375401
Interquartile range (IQR)	0.30537124

Descriptive statistics

Standard deviation	0.24160824
Coefficient of variation (CV)	0.41515354
Kurtosis	0.92029194
Mean	0.58197322
Median Absolute Deviation (MAD)	0.14945944
Skewness	0.75969015
Sum	52089.513
Variance	0.058374542
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.032643992	1130	1.1%
1.099357789	217	0.2%
1.214987768	124	0.1%
1.311139496	115	0.1%
1.154836459	107	0.1%
1.097742411	93	0.1%
0.721353553	90	0.1%
1.248862421	86	0.1%
0.732340852	80	0.1%
1.177459644	79	0.1%
Other values (82960)	87384	85.9%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
0.032643992	1130	1.1%
0.088938837	1	< 0.1%
0.090237534	1	< 0.1%
0.092394646	1	< 0.1%
0.100507054	1	< 0.1%
0.100940848	1	< 0.1%
0.102593961	1	< 0.1%
0.102907204	1	< 0.1%
0.103684607	1	< 0.1%
0.106336827	1	< 0.1%

Value	Count	Frequency (%)
1.670184096	49	< 0.1%
1.667293504	1	< 0.1%
1.664931359	2	< 0.1%
1.662843386	1	< 0.1%
1.659240055	1	< 0.1%
1.656232367	1	< 0.1%
1.6539588	1	< 0.1%
1.647175179	1	< 0.1%
1.645908958	1	< 0.1%
1.630870649	1	< 0.1%

valence
Real number (ℝ)

High correlation Missing

Distinct	3886
Distinct (%)	4.3%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6065883

Minimum	1.029
Maximum	4.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	794.6 KiB

Quantile statistics

Minimum	1.029
5-th percentile	1.83
Q1	2.976
median	3.839
Q3	4.346
95-th percentile	4.757
Maximum	4.99
Range	3.961
Interquartile range (IQR)	1.37

Descriptive statistics

Standard deviation	0.91799465
Coefficient of variation (CV)	0.2545327
Kurtosis	-0.51175013
Mean	3.6065883
Median Absolute Deviation (MAD)	0.622
Skewness	-0.68241544
Sum	322807.69
Variance	0.84271417
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.216	70	0.1%
4.199	70	0.1%
4.107	64	0.1%
4.647	64	0.1%
4.084	63	0.1%
4.451	63	0.1%
4.662	62	0.1%
4.154	62	0.1%
4.225	62	0.1%
4.412	61	0.1%
Other values (3876)	88864	87.4%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
1.029	1	< 0.1%
1.032	2	< 0.1%
1.034	1	< 0.1%
1.035	1	< 0.1%
1.038	1	< 0.1%
1.041	1	< 0.1%
1.042	1	< 0.1%
1.045	2	< 0.1%
1.046	1	< 0.1%
1.047	3	< 0.1%

Value	Count	Frequency (%)
4.99	1	< 0.1%
4.979	1	< 0.1%
4.976	1	< 0.1%
4.975	1	< 0.1%
4.973	1	< 0.1%
4.968	2	< 0.1%
4.967	2	< 0.1%
4.966	1	< 0.1%
4.964	2	< 0.1%
4.963	2	< 0.1%

sentiment_score_discrete
Categorical

High correlation Missing

Distinct	5
Distinct (%)	< 0.1%
Missing	12188
Missing (%)	12.0%
Memory size	794.6 KiB

4.0	35399
5.0	23716
3.0	15397
2.0	10212
1.0	4781

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	268515
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5.0
2nd row	3.0
3rd row	4.0
4th row	5.0
5th row	4.0

Common Values

Value	Count	Frequency (%)
4.0	35399	34.8%
5.0	23716	23.3%
3.0	15397	15.1%
2.0	10212	10.0%
1.0	4781	4.7%
(Missing)	12188	12.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4.0	35399	39.5%
5.0	23716	26.5%
3.0	15397	17.2%
2.0	10212	11.4%
1.0	4781	5.3%

Most occurring characters

Value	Count	Frequency (%)
.	89505	33.3%
0	89505	33.3%
4	35399	13.2%
5	23716	8.8%
3	15397	5.7%
2	10212	3.8%
1	4781	1.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	268515	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	89505	33.3%
0	89505	33.3%
4	35399	13.2%
5	23716	8.8%
3	15397	5.7%
2	10212	3.8%
1	4781	1.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	268515	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	89505	33.3%
0	89505	33.3%
4	35399	13.2%
5	23716	8.8%
3	15397	5.7%
2	10212	3.8%
1	4781	1.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	268515	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	89505	33.3%
0	89505	33.3%
4	35399	13.2%
5	23716	8.8%
3	15397	5.7%
2	10212	3.8%
1	4781	1.8%

arousal
Real number (ℝ)

Missing

Distinct	89478
Distinct (%)	> 99.9%
Missing	12188
Missing (%)	12.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.058501261

Minimum	-0.58623818
Maximum	0.60756661
Zeros	0
Zeros (%)	0.0%
Negative	38589
Negative (%)	37.9%
Memory size	794.6 KiB

Quantile statistics

Minimum	-0.58623818
5-th percentile	-0.56770683
Q1	-0.20736925
median	0.035763963
Q3	0.11445834
95-th percentile	0.23228585
Maximum	0.60756661
Range	1.1938048
Interquartile range (IQR)	0.32182759

Descriptive statistics

Standard deviation	0.24979485
Coefficient of variation (CV)	-4.2699054
Kurtosis	-0.355504
Mean	-0.058501261
Median Absolute Deviation (MAD)	0.099861283
Skewness	-0.76960248
Sum	-5236.1554
Variance	0.062397467
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.575615938	2	< 0.1%
-0.572121296	2	< 0.1%
0.057665373	2	< 0.1%
0.092861078	2	< 0.1%
0.081766088	2	< 0.1%
-0.517506014	2	< 0.1%
-0.57743775	2	< 0.1%
-0.577283954	2	< 0.1%
0.041056407	2	< 0.1%
0.13725897	2	< 0.1%
Other values (89468)	89485	88.0%
(Missing)	12188	12.0%

Value	Count	Frequency (%)
-0.586238182	1	< 0.1%
-0.585657485	1	< 0.1%
-0.58438533	1	< 0.1%
-0.583617205	1	< 0.1%
-0.583018747	1	< 0.1%
-0.582906475	1	< 0.1%
-0.582853435	1	< 0.1%
-0.582707796	1	< 0.1%
-0.58268278	1	< 0.1%
-0.582613027	1	< 0.1%

Value	Count	Frequency (%)
0.607566615	1	< 0.1%
0.606891388	1	< 0.1%
0.603571831	1	< 0.1%
0.602184191	1	< 0.1%
0.601556126	1	< 0.1%
0.591191042	1	< 0.1%
0.590430496	1	< 0.1%
0.590215761	1	< 0.1%
0.582826869	1	< 0.1%
0.577254739	1	< 0.1%

Interactions

Correlations

	Average_Rating	Deviation of star ratings	FOG Index	Flesch Reading Ease	Helpfulness	Hotel_Name	Num_of_Ratings	Rating	arousal	breadth	cleanliness_score	comfort_score	depth	employee_friendliness_score	facility_score	hotel_grade	is_photo	location_score	sentiment_score_discrete	text_length	time_lapsed	title_length	valence	value_for_money_score
Average_Rating	1.000	-0.010	0.002	-0.039	-0.020	1.000	-0.323	0.281	0.086	0.009	0.919	0.883	0.010	0.844	0.941	0.504	0.067	0.156	0.088	-0.035	0.053	0.007	0.162	0.709
Deviation of star ratings	-0.010	1.000	-0.007	0.010	-0.043	0.184	-0.097	-0.038	0.045	-0.001	0.005	0.001	-0.053	0.019	0.019	0.124	0.035	-0.104	0.259	0.044	-0.045	-0.092	-0.114	0.004
FOG Index	0.002	-0.007	1.000	-0.749	-0.003	0.014	0.030	0.010	-0.035	0.053	-0.003	0.003	-0.053	0.001	0.000	0.009	0.022	0.034	0.030	-0.103	-0.001	0.024	0.028	-0.023
Flesch Reading Ease	-0.039	0.010	-0.749	1.000	0.027	0.023	-0.010	-0.105	0.031	-0.126	-0.028	-0.034	0.095	-0.040	-0.034	0.013	0.027	-0.026	0.070	0.301	0.004	0.011	-0.121	-0.002
Helpfulness	-0.020	-0.043	-0.003	0.027	1.000	0.032	0.001	-0.081	0.006	-0.077	-0.012	-0.009	0.054	-0.036	-0.013	0.012	0.019	-0.018	0.037	0.119	0.009	0.030	-0.068	-0.006
Hotel_Name	1.000	0.184	0.014	0.023	0.032	1.000	1.000	0.153	0.068	0.034	1.000	1.000	0.046	1.000	1.000	1.000	0.134	1.000	0.101	0.022	0.163	0.035	0.073	1.000
Num_of_Ratings	-0.323	-0.097	0.030	-0.010	0.001	1.000	1.000	-0.080	0.015	0.004	-0.366	-0.248	0.009	-0.307	-0.335	0.606	0.111	0.375	0.032	0.003	-0.078	0.016	-0.047	-0.374
Rating	0.281	-0.038	0.010	-0.105	-0.081	0.153	-0.080	1.000	0.201	0.081	0.265	0.264	-0.006	0.250	0.273	0.129	0.065	0.066	0.343	-0.188	0.018	-0.006	0.576	0.197
arousal	0.086	0.045	-0.035	0.031	0.006	0.068	0.015	0.201	1.000	-0.090	0.092	0.111	0.199	0.082	0.090	0.044	0.048	0.051	0.210	0.120	0.009	0.042	0.370	0.041
breadth	0.009	-0.001	0.053	-0.126	-0.077	0.034	0.004	0.081	-0.090	1.000	0.006	0.004	-0.711	0.006	0.008	0.007	0.067	0.001	0.099	-0.621	-0.009	-0.153	0.080	-0.003
cleanliness_score	0.919	0.005	-0.003	-0.028	-0.012	1.000	-0.366	0.265	0.092	0.006	1.000	0.961	0.016	0.837	0.952	0.536	0.072	0.093	0.084	-0.023	0.084	0.006	0.155	0.740
comfort_score	0.883	0.001	0.003	-0.034	-0.009	1.000	-0.248	0.264	0.111	0.004	0.961	1.000	0.024	0.810	0.943	0.483	0.061	0.112	0.079	-0.020	0.096	0.010	0.149	0.646
depth	0.010	-0.053	-0.053	0.095	0.054	0.046	0.009	-0.006	0.199	-0.711	0.016	0.024	1.000	0.018	0.010	0.015	0.055	0.013	0.118	0.493	0.011	0.139	0.037	0.016
employee_friendliness_score	0.844	0.019	0.001	-0.040	-0.036	1.000	-0.307	0.250	0.082	0.006	0.837	0.810	0.018	1.000	0.816	0.425	0.090	0.109	0.083	-0.033	0.056	0.017	0.154	0.683
facility_score	0.941	0.019	0.000	-0.034	-0.013	1.000	-0.335	0.273	0.090	0.008	0.952	0.943	0.010	0.816	1.000	0.653	0.069	0.064	0.082	-0.030	0.076	-0.003	0.148	0.693
hotel_grade	0.504	0.124	0.009	0.013	0.012	1.000	0.606	0.129	0.044	0.007	0.536	0.483	0.015	0.425	0.653	1.000	0.061	0.426	0.032	0.015	0.073	0.010	0.038	0.336
is_photo	0.067	0.035	0.022	0.027	0.019	0.134	0.111	0.065	0.048	0.067	0.072	0.061	0.055	0.090	0.069	0.061	1.000	0.060	0.015	0.098	0.011	0.059	0.025	0.062
location_score	0.156	-0.104	0.034	-0.026	-0.018	1.000	0.375	0.066	0.051	0.001	0.093	0.112	0.013	0.109	0.064	0.426	0.060	1.000	0.055	0.005	-0.022	0.058	0.073	0.019
sentiment_score_discrete	0.088	0.259	0.030	0.070	0.037	0.101	0.032	0.343	0.210	0.099	0.084	0.079	0.118	0.083	0.082	0.032	0.015	0.055	1.000	0.093	0.022	0.049	0.800	0.070
text_length	-0.035	0.044	-0.103	0.301	0.119	0.022	0.003	-0.188	0.120	-0.621	-0.023	-0.020	0.493	-0.033	-0.030	0.015	0.098	0.005	0.093	1.000	0.003	0.224	-0.182	-0.015
time_lapsed	0.053	-0.045	-0.001	0.004	0.009	0.163	-0.078	0.018	0.009	-0.009	0.084	0.096	0.011	0.056	0.076	0.073	0.011	-0.022	0.022	0.003	1.000	0.009	0.016	0.081
title_length	0.007	-0.092	0.024	0.011	0.030	0.035	0.016	-0.006	0.042	-0.153	0.006	0.010	0.139	0.017	-0.003	0.010	0.059	0.058	0.049	0.224	0.009	1.000	0.005	0.005
valence	0.162	-0.114	0.028	-0.121	-0.068	0.073	-0.047	0.576	0.370	0.080	0.155	0.149	0.037	0.154	0.148	0.038	0.025	0.073	0.800	-0.182	0.016	0.005	1.000	0.127
value_for_money_score	0.709	0.004	-0.023	-0.002	-0.006	1.000	-0.374	0.197	0.041	-0.003	0.740	0.646	0.016	0.683	0.693	0.336	0.062	0.019	0.070	-0.015	0.081	0.005	0.127	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

Sample

	Hotel_Name	Review_Text	Rating	Average_Rating	Num_of_Ratings	review_title	hotel_grade	employee_friendliness_score	facility_score	cleanliness_score	comfort_score	value_for_money_score	location_score	Crawled_date	title_length	text_length	time_lapsed	Deviation of star ratings	FOG Index	Flesch Reading Ease	depth	breadth	valence	sentiment_score_discrete	arousal
0	studios2let	Perfect location with good connections and shops and pubs	10.0	7.6	11670.0	Exceptional	3.0	8.3	7.5	7.9	7.8	7.6	9.3	2024.12.5	1.0	9.0	218	2.4	12.49	62.34	0.416557	0.843382	4.721	5.0	0.104254
1	studios2let	The room had everything you needed. Near to amenities, was good room for price just needs little updatingThe bed was so hard it felt like sleeping on a hard floor, you had to make sure you had something on your feet as flooring pinched you feet needs changing	8.0	7.6	11670.0	Very good	3.0	8.3	7.5	7.9	7.8	7.6	9.3	2024.12.5	2.0	48.0	3	0.4	10.43	80.96	0.578633	0.431915	2.957	3.0	-0.318073
2	studios2let	Conveniently nearby St. Pancras, very small but clean and pleasant room (first floor with small balcony to street side). Interesting area.Luggage service can be improved by offering to lock luggage up instead of it just being put into the hall with all risks on the guests.	8.0	7.6	11670.0	Convenient location	3.0	8.3	7.5	7.9	7.8	7.6	9.3	2024.12.5	2.0	46.0	4	0.4	7.86	72.87	0.577259	0.487019	4.044	4.0	-0.034590
3	studios2let	Reception staffed 24 hours a day.All good.	9.0	7.6	11670.0	Peaceful position in an elegant street close to 3 major stations and the Bloomsbury area.	3.0	8.3	7.5	7.9	7.8	7.6	9.3	2024.12.5	15.0	7.0	4	1.4	8.51	81.29	0.354681	0.701785	4.551	5.0	0.050737
4	studios2let	Very convenient to Kings Cross and the cityA little dated could do with a lick of paint	8.0	7.6	11670.0	Great little gem in the city centre	3.0	8.3	7.5	7.9	7.8	7.6	9.3	2024.12.5	7.0	17.0	5	0.4	9.15	88.06	0.681863	0.838373	4.200	4.0	-0.276062
5	studios2let	Located in a quiet area but close to Kings Cross station so getting around was easy. Several little pubs nearby for dining and some good coffee shops too.There is no lift so dragging a heavy suitcase up and down stairs was challenging. We had booked a room with terrace but the outdoor space was really minuscule - not what we had expected from the photos.	7.0	7.6	11670.0	Convenient, quiet location.	3.0	8.3	7.5	7.9	7.8	7.6	9.3	2024.12.5	3.0	65.0	5	0.6	8.90	72.16	0.579746	0.430384	3.528	4.0	-0.233775
6	studios2let	It's spacious, good value and so very quiet for London.You sometimes have to wriggle the loo flusher to stop it running and running	9.0	7.6	11670.0	Superb	3.0	8.3	7.5	7.9	7.8	7.6	9.3	2024.12.5	1.0	23.0	5	1.4	4.60	76.72	0.472033	0.467403	4.213	4.0	-0.030927
7	studios2let	LocationLot of stairs (bad knee)	9.0	7.6	11670.0	Ideal location for travelling round	3.0	8.3	7.5	7.9	7.8	7.6	9.3	2024.12.5	5.0	5.0	6	1.4	10.00	66.40	0.451154	0.379700	2.371	2.0	-0.560517
8	studios2let	Location was great, so near the stationWe were on the top floor, six flights of stairs and no lift.\nHeating was on 247 full temperature and no means of reducing it!	7.0	7.6	11670.0	Perfect location,	3.0	8.3	7.5	7.9	7.8	7.6	9.3	2024.12.5	2.0	31.0	6	0.6	11.36	81.12	0.507467	0.499533	2.116	2.0	0.083809
9	studios2let	The location which is excellent for public transport and local dining. \nFriendly staffed reception where we could leave our travel bags all day after checking out.The climb up 3 flights of stairs was exhausting but it was our choice.\nIt was a small room and the kitchen facilities were very sparse ( but we didn't need them)	8.0	7.6	11670.0	Ideal accommodation for a short stay in London near St Pancreas station	3.0	8.3	7.5	7.9	7.8	7.6	9.3	2024.12.5	12.0	57.0	7	0.4	9.17	74.19	0.776267	0.430035	4.256	4.0	-0.058265

	Hotel_Name	Review_Text	Rating	Average_Rating	Num_of_Ratings	Helpfulness	is_photo	review_title	hotel_grade	employee_friendliness_score	facility_score	cleanliness_score	comfort_score	value_for_money_score	location_score	Crawled_date	title_length	text_length	time_lapsed	Deviation of star ratings	FOG Index	Flesch Reading Ease	depth	breadth	valence	sentiment_score_discrete	arousal
101683	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	444	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
101684	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	513	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
101685	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	523	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
101686	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	590	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
101687	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	621	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
101688	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	708	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
101689	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	888	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
101690	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	891	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
101691	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1023	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN
101692	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1033	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Duplicate rows

Most frequently occurring

	Hotel_Name	Review_Text	Rating	Average_Rating	Num_of_Ratings	Helpfulness	is_photo	review_title	hotel_grade	employee_friendliness_score	facility_score	cleanliness_score	comfort_score	value_for_money_score	location_score	Crawled_date	title_length	text_length	time_lapsed	Deviation of star ratings	FOG Index	Flesch Reading Ease	depth	breadth	valence	sentiment_score_discrete	arousal	# duplicates
1015	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1018	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	41
518	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	521	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30
882	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	885	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30
1043	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1046	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	30
888	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	891	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	29
1008	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1011	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	29
1078	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	1081	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	28
812	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	815	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	27
511	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	514	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	26
896	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	899	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	26

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)